Research Article

DetReco: Object-Text Detection and Recognition Based on Deep Neural Network

Algorithm 3

Recognition network training algorithm.
Input: Parameter_1: The training set of text . is the number of the batches. is the -th batch of the training set;
Parameter_2: The text labels corresponding to the text training images:
Output: Weights of the model
for do
;
for do
  Predict the recognition result:
  ;
  ;
  Calculate the CTC loss:
  ;
  Calculate the gradients:
  ;
  Update the model parameters:
  ;
  end for
end for